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Bank Deposits Flows and Textual Sentiment: When an ECB President's speech is not just a speech

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  • Anastasiou, Dimitrios
  • Katsafados, Apostolos G.

Abstract

We investigate whether the so-called textual sentiment has any impact on European depositors’ behavior to withdraw their deposits. After the manual collection of monthly speeches of the president of the European Central Bank (ECB hereafter) we apply textual analysis techniques following the methodology of Loughran and McDonald (2011) and we construct two alternative sentiments able to capture the perceived uncertainty. We find that high frequency of uncertainty and weak modal words in the monthly speeches of the president of the ECB leads both households and non-financial corporations to withdraw their bank deposits. We also find that these textual sentiments have greater impact on non-financial corporations. These findings suggest that regulators and policy makers could expand the already existing early-warning systems for the banking sector by taking into consideration the frequency of uncertainty and weak modal words in the ECB president’s speeches.

Suggested Citation

  • Anastasiou, Dimitrios & Katsafados, Apostolos G., 2020. "Bank Deposits Flows and Textual Sentiment: When an ECB President's speech is not just a speech," MPRA Paper 99729, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:99729
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    1. Rajkamal Iyer & Manju Puri, 2012. "Understanding Bank Runs: The Importance of Depositor-Bank Relationships and Networks," American Economic Review, American Economic Association, vol. 102(4), pages 1414-1445, June.
    2. Osili, Una Okonkwo & Paulson, Anna, 2014. "Crises and confidence: Systemic banking crises and depositor behavior," Journal of Financial Economics, Elsevier, vol. 111(3), pages 646-660.
    3. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    4. Douglas W. Diamond & Philip H. Dybvig, 2000. "Bank runs, deposit insurance, and liquidity," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Win), pages 14-23.
    5. Gorton, Gary, 1988. "Banking Panics and Business Cycles," Oxford Economic Papers, Oxford University Press, vol. 40(4), pages 751-781, December.
    6. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LP, vol. 16(3), pages 778-804, September.
    7. Schumacher, Liliana, 2000. "Bank runs and currency run in a system without a safety net: Argentina and the 'tequila' shock," Journal of Monetary Economics, Elsevier, vol. 46(1), pages 257-277, August.
    8. Charles W. Calomiris & Joseph R. Mason, 2000. "Causes of U.S. Bank Distress During the Depression," NBER Working Papers 7919, National Bureau of Economic Research, Inc.
    9. Engineer, Merwan, 1989. "Bank runs and the suspension of deposit convertibility," Journal of Monetary Economics, Elsevier, vol. 24(3), pages 443-454, November.
    10. Katsafados, Apostolos G. & Androutsopoulos, Ion & Chalkidis, Ilias & Fergadiotis, Emmanouel & Leledakis, George N. & Pyrgiotakis, Emmanouil G., 2021. "Using textual analysis to identify merger participants: Evidence from the U.S. banking industry," Finance Research Letters, Elsevier, vol. 42(C).
    11. Chan-Lau, Jorge A. & Liu, Estelle X. & Schmittmann, Jochen M., 2015. "Equity returns in the banking sector in the wake of the Great Recession and the European sovereign debt crisis," Journal of Financial Stability, Elsevier, vol. 16(C), pages 164-172.
    12. James Peck & Karl Shell, 2003. "Bank Portfolio Restrictions and Equilibrium Bank Runs," Levine's Bibliography 666156000000000077, UCLA Department of Economics.
    13. James Peck & Karl Shell, 2003. "Equilibrium Bank Runs," Journal of Political Economy, University of Chicago Press, vol. 111(1), pages 103-123, February.
    14. Eduardo Levy-Yeyati & Marõa Soledad Martõnez Perõa & Sergio L. Schmukler, 2010. "Depositor Behavior under Macroeconomic Risk: Evidence from Bank Runs in Emerging Economies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(4), pages 585-614, June.
    15. Bijsterbosch, Martin & Falagiarda, Matteo, 2015. "The macroeconomic impact of financial fragmentation in the euro area: Which role for credit supply?," Journal of International Money and Finance, Elsevier, vol. 54(C), pages 93-115.
    16. Andrews, Donald W. K. & Lu, Biao, 2001. "Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models," Journal of Econometrics, Elsevier, vol. 101(1), pages 123-164, March.
    17. Emmanuelle Nys & Amine Tarazi & Irwan Trinugroho, 2013. "Political Connections, Bank Deposits, and Formal Deposit Insurance: Evidence from an Emerging Economy," Working Papers hal-00916513, HAL.
    18. Neil Wallace, 1990. "A banking model in which partial suspension is best," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 14(Fall), pages 11-23.
    19. Nys, Emmanuelle & Tarazi, Amine & Trinugroho, Irwan, 2015. "Political connections, bank deposits, and formal deposit insurance," Journal of Financial Stability, Elsevier, vol. 19(C), pages 83-104.
    20. Ms. Manuela Goretti & Mr. Marcos R Souto, 2013. "Macro-Financial Implications of Corporate (De)Leveraging in the Euro Area Periphery," IMF Working Papers 2013/154, International Monetary Fund.
    21. Efthyvoulou, Georgios & Yildirim, Canan, 2014. "Market power in CEE banking sectors and the impact of the global financial crisis," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 11-27.
    22. Loughran, Tim & McDonald, Bill, 2013. "IPO first-day returns, offer price revisions, volatility, and form S-1 language," Journal of Financial Economics, Elsevier, vol. 109(2), pages 307-326.
    23. Philip R. Lane & Gian Maria Milesi-Ferretti, 2011. "Cross-Border Investment in Small International Financial Centres," International Finance, Wiley Blackwell, vol. 14(2), pages 301-330, June.
    24. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    25. Kearney, Colm & Liu, Sha, 2014. "Textual sentiment in finance: A survey of methods and models," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 171-185.
    26. Itay Goldstein & Ady Pauzner, 2005. "Demand–Deposit Contracts and the Probability of Bank Runs," Journal of Finance, American Finance Association, vol. 60(3), pages 1293-1327, June.
    27. Alonso, Irasema, 1996. "On avoiding bank runs," Journal of Monetary Economics, Elsevier, vol. 37(1), pages 73-87, February.
    28. Waldo, Douglas G., 1985. "Bank runs, the deposit-currency ratio and the interest rate," Journal of Monetary Economics, Elsevier, vol. 15(3), pages 269-277, May.
    29. María Soledad Martínez-Peria & Sergio Schmukler, 2002. "Do Depositors Punish Banks for Bad Behavior? Market Discipline, Deposit Insurance, and Banking Crises," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 5, pages 143-174, Central Bank of Chile.
    30. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    31. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    32. Gerard Hoberg & Gordon Phillips, 2010. "Product Market Synergies and Competition in Mergers and Acquisitions: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3773-3811, October.
    33. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    34. Brown, Martin & Guin, Benjamin & Morkoetter, Stefan, 2020. "Deposit withdrawals from distressed banks: Client relationships matter," Journal of Financial Stability, Elsevier, vol. 46(C).
    35. Dimitrios Anastasiou & Helen Louri & Mike Tsionas, 2019. "Nonperforming loans in the euro area: Are core–periphery banking markets fragmented?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 97-112, January.
    36. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    37. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    38. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    39. Stephen P. Ferris & (Grace) Qing Hao & (Stella) Min-Yu Liao, 2013. "The Effect of Issuer Conservatism on IPO Pricing and Performance," Review of Finance, European Finance Association, vol. 17(3), pages 993-1027.
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    Cited by:

    1. Anastasiou, Dimitrios & Drakos, Konstantinos, 2021. "European depositors’ behavior and crisis sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 117-136.
    2. Dimitris Anastasiou & Athanassios Petralias, 2021. "On the Construction of a Leading Indicator Based on News Headlines for Predicting Greek Deposit Outflows," International Journal of Business Management and Finance Research, Academia Publishing Group, vol. 4(1), pages 1-11.
    3. Katsafados, Apostolos & Anastasiou, Dimitris, 2022. "Short-term Prediction of Bank Deposit Flows: Do Textual Features matter?," MPRA Paper 111418, University Library of Munich, Germany.
    4. Dimitris Anastasiou & Panayotis Kapopoulos & Kalliopi-Maria Zekente, 2023. "Sentimental Shocks and House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 67(4), pages 627-655, November.
    5. Anastasiou, Dimitris & Ballis, Antonis & Drakos, Konstantinos, 2022. "Constructing a positive sentiment index for COVID-19: Evidence from G20 stock markets," International Review of Financial Analysis, Elsevier, vol. 81(C).
    6. Anastasiou, Dimitris & Kallandranis, Christos & Drakos, Konstantinos, 2022. "Borrower discouragement prevalence for Eurozone SMEs: Investigating the impact of economic sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 161-171.
    7. Anastasiou, Dimitris & Drakos, Konstantinos & Kapopoulos, Panayotis, 2022. "Predicting international tourist arrivals in Greece with a novel sector-specific business leading indicator," MPRA Paper 113860, University Library of Munich, Germany.

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    More about this item

    Keywords

    European deposit flows; bank runs; ECB President's speeches; textual analysis; textual sentiment;
    All these keywords.

    JEL classification:

    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty
    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • G0 - Financial Economics - - General
    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G2 - Financial Economics - - Financial Institutions and Services
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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